Pandas Profiling Report

Dataset statistics

Number of variables	51
Number of observations	23413
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.4 MiB
Average record size in memory	242.0 B

Variable types

Numeric	20
Categorical	31

Alerts

`Monthly_Inhand_Salary` is highly overall correlated with `Amount_invested_monthly` and 1 other fields	High correlation
`Num_Bank_Accounts` is highly overall correlated with `Num_Credit_Card` and 10 other fields	High correlation
`Num_Credit_Card` is highly overall correlated with `Num_Bank_Accounts` and 6 other fields	High correlation
`Interest_Rate` is highly overall correlated with `Num_Bank_Accounts` and 7 other fields	High correlation
`Num_of_Loan` is highly overall correlated with `Num_Bank_Accounts` and 9 other fields	High correlation
`Delay_from_due_date` is highly overall correlated with `Num_Bank_Accounts` and 10 other fields	High correlation
`Num_of_Delayed_Payment` is highly overall correlated with `Num_Bank_Accounts` and 6 other fields	High correlation
`Num_Credit_Inquiries` is highly overall correlated with `Num_Bank_Accounts` and 6 other fields	High correlation
`Outstanding_Debt` is highly overall correlated with `Num_Bank_Accounts` and 11 other fields	High correlation
`Credit_History_Age` is highly overall correlated with `Num_Bank_Accounts` and 9 other fields	High correlation
`Amount_invested_monthly` is highly overall correlated with `Monthly_Inhand_Salary`	High correlation
`Monthly_Balance` is highly overall correlated with `Monthly_Inhand_Salary`	High correlation
`Credit_Mix` is highly overall correlated with `Outstanding_Debt` and 3 other fields	High correlation
`Payment_of_Min_Amount_No` is highly overall correlated with `Num_Bank_Accounts` and 8 other fields	High correlation
`Payment_of_Min_Amount_Yes` is highly overall correlated with `Num_Bank_Accounts` and 8 other fields	High correlation
`Credit_Score` is highly overall correlated with `Num_Bank_Accounts` and 8 other fields	High correlation
`Occupation_Accountant` is highly imbalanced (65.8%)	Imbalance
`Occupation_Architect` is highly imbalanced (66.2%)	Imbalance
`Occupation_Developer` is highly imbalanced (66.9%)	Imbalance
`Occupation_Doctor` is highly imbalanced (67.5%)	Imbalance
`Occupation_Engineer` is highly imbalanced (64.7%)	Imbalance
`Occupation_Entrepreneur` is highly imbalanced (66.1%)	Imbalance
`Occupation_Journalist` is highly imbalanced (66.8%)	Imbalance
`Occupation_Lawyer` is highly imbalanced (66.2%)	Imbalance
`Occupation_Manager` is highly imbalanced (66.5%)	Imbalance
`Occupation_Mechanic` is highly imbalanced (66.6%)	Imbalance
`Occupation_Media_Manager` is highly imbalanced (68.1%)	Imbalance
`Occupation_Musician` is highly imbalanced (67.4%)	Imbalance
`Occupation_Teacher` is highly imbalanced (64.9%)	Imbalance
`Occupation_Writer` is highly imbalanced (69.2%)	Imbalance
`Payment_Behaviour_Low_spent_Large_value_payments` is highly imbalanced (51.9%)	Imbalance
`Credit_Utilization_Ratio` has unique values	Unique
`Num_Bank_Accounts` has 1305 (5.6%) zeros	Zeros
`Num_of_Loan` has 2301 (9.8%) zeros	Zeros
`Delay_from_due_date` has 353 (1.5%) zeros	Zeros
`Num_of_Delayed_Payment` has 522 (2.2%) zeros	Zeros
`Num_Credit_Inquiries` has 1454 (6.2%) zeros	Zeros
`Total_EMI_per_month` has 2162 (9.2%) zeros	Zeros
`Home Equity Loan` has 15672 (66.9%) zeros	Zeros
`Mortgage Loan` has 15553 (66.4%) zeros	Zeros
`Payday Loan` has 15364 (65.6%) zeros	Zeros
`Student Loan` has 15486 (66.1%) zeros	Zeros

Reproduction

Analysis started	2023-06-05 12:57:30.462524
Analysis finished	2023-06-05 12:58:20.634563
Duration	50.17 seconds
Software version	pandas-profiling v0.0.dev0
Download configuration	config.json

Age
Real number (ℝ)

Distinct	44
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.168496

Minimum	14
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	205.9 KiB

Quantile statistics

Minimum	14
5-th percentile	17
Q1	25
median	33
Q3	41
95-th percentile	52
Maximum	99
Range	85
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	10.580624
Coefficient of variation (CV)	0.3189962
Kurtosis	-0.7954771
Mean	33.168496
Median Absolute Deviation (MAD)	8
Skewness	0.17095243
Sum	776574
Variance	111.94961
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
33	1286	5.5%
28	730	3.1%
34	724	3.1%
35	719	3.1%
25	683	2.9%
37	680	2.9%
39	678	2.9%
27	676	2.9%
19	672	2.9%
24	672	2.9%
Other values (34)	15893	67.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	301	1.3%
15	373	1.6%
16	348	1.5%
17	366	1.6%
18	568	2.4%
19	672	2.9%
20	625	2.7%
21	629	2.7%
22	639	2.7%
23	623	2.7%

Value	Count	Frequency (%)
99	1	< 0.1%
56	71	0.3%
55	289	1.2%
54	303	1.3%
53	323	1.4%
52	330	1.4%
51	258	1.1%
50	287	1.2%
49	331	1.4%
48	318	1.4%

Monthly_Inhand_Salary
Real number (ℝ)

Distinct	8008
Distinct (%)	34.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3978.965

Minimum	319.56
Maximum	15204.63
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	319.56
5-th percentile	843.58
Q1	1711.76
median	3080.56
Q3	5138.76
95-th percentile	10688.28
Maximum	15204.63
Range	14885.07
Interquartile range (IQR)	3427

Descriptive statistics

Standard deviation	3017.8009
Coefficient of variation (CV)	0.75843866
Kurtosis	1.7356396
Mean	3978.965
Median Absolute Deviation (MAD)	1537.8
Skewness	1.4583806
Sum	93159507
Variance	9107122.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3080.56	3589	15.3%
1843.08	10	< 0.1%
3491.93	9	< 0.1%
1359.58	9	< 0.1%
1473.03	9	< 0.1%
1462.83	8	< 0.1%
4633.46	8	< 0.1%
807.6	8	< 0.1%
1095.81	8	< 0.1%
1092.94	7	< 0.1%
Other values (7998)	19748	84.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
319.56	3	< 0.1%
332.13	2	< 0.1%
332.43	3	< 0.1%
333.6	1	< 0.1%
355.21	5	< 0.1%
357.26	5	< 0.1%
358.06	2	< 0.1%
368.37	1	< 0.1%
378.99	3	< 0.1%
379.39	1	< 0.1%

Value	Count	Frequency (%)
15204.63	3	< 0.1%
15136.7	4	< 0.1%
15115.19	2	< 0.1%
15101.94	1	< 0.1%
15091.09	2	< 0.1%
15090.08	1	< 0.1%
15066.78	3	< 0.1%
15038.32	3	< 0.1%
14978.34	5	< 0.1%
14960.25	4	< 0.1%

Num_Bank_Accounts
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.3808568

Minimum	0
Maximum	11
Zeros	1305
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	6
Q3	8
95-th percentile	10
Maximum	11
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8098587
Coefficient of variation (CV)	0.5221954
Kurtosis	-0.8898335
Mean	5.3808568
Median Absolute Deviation (MAD)	2
Skewness	-0.1964147
Sum	125982
Variance	7.8953058
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
6	3098	13.2%
7	2801	12.0%
8	2751	11.7%
4	2452	10.5%
5	2412	10.3%
3	2372	10.1%
9	1780	7.6%
10	1657	7.1%
2	1410	6.0%
1	1374	5.9%
Other values (2)	1306	5.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1305	5.6%
1	1374	5.9%
2	1410	6.0%
3	2372	10.1%
4	2452	10.5%
5	2412	10.3%
6	3098	13.2%
7	2801	12.0%
8	2751	11.7%
9	1780	7.6%

Value	Count	Frequency (%)
11	1	< 0.1%
10	1657	7.1%
9	1780	7.6%
8	2751	11.7%
7	2801	12.0%
6	3098	13.2%
5	2412	10.3%
4	2452	10.5%
3	2372	10.1%
2	1410	6.0%

Num_Credit_Card
Real number (ℝ)

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.688421

Minimum	0
Maximum	11
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	6
Q3	7
95-th percentile	10
Maximum	11
Range	11
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.2554302
Coefficient of variation (CV)	0.39649495
Kurtosis	-0.507249
Mean	5.688421
Median Absolute Deviation (MAD)	1
Skewness	0.047986512
Sum	133183
Variance	5.0869653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
5	4238	18.1%
6	3963	16.9%
7	3630	15.5%
4	2690	11.5%
3	2508	10.7%
8	1615	6.9%
10	1538	6.6%
9	1501	6.4%
2	857	3.7%
1	855	3.7%
Other values (2)	18	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	< 0.1%
1	855	3.7%
2	857	3.7%
3	2508	10.7%
4	2690	11.5%
5	4238	18.1%
6	3963	16.9%
7	3630	15.5%
8	1615	6.9%
9	1501	6.4%

Value	Count	Frequency (%)
11	13	0.1%
10	1538	6.6%
9	1501	6.4%
8	1615	6.9%
7	3630	15.5%
6	3963	16.9%
5	4238	18.1%
4	2690	11.5%
3	2508	10.7%
2	857	3.7%

Interest_Rate
Real number (ℝ)

Distinct	494
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.264298

Minimum	1
Maximum	5788
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	7
median	15
Q3	24
95-th percentile	33
Maximum	5788
Range	5787
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	460.14734
Coefficient of variation (CV)	6.3675613
Kurtosis	87.387353
Mean	72.264298
Median Absolute Deviation (MAD)	8
Skewness	9.1089655
Sum	1691924
Variance	211735.58
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	1154	4.9%
5	1026	4.4%
11	973	4.2%
7	963	4.1%
6	919	3.9%
12	912	3.9%
9	910	3.9%
10	853	3.6%
4	844	3.6%
3	833	3.6%
Other values (484)	14026	59.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	800	3.4%
2	778	3.3%
3	833	3.6%
4	844	3.6%
5	1026	4.4%
6	919	3.9%
7	963	4.1%
8	1154	4.9%
9	910	3.9%
10	853	3.6%

Value	Count	Frequency (%)
5788	1	< 0.1%
5774	1	< 0.1%
5773	1	< 0.1%
5752	1	< 0.1%
5751	1	< 0.1%
5745	1	< 0.1%
5733	1	< 0.1%
5732	2	< 0.1%
5729	1	< 0.1%
5721	1	< 0.1%

Num_of_Loan
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.8287703

Minimum	0
Maximum	9
Zeros	2301
Zeros (%)	9.8%
Negative	0
Negative (%)	0.0%
Memory size	205.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	6
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.502677
Coefficient of variation (CV)	0.65365034
Kurtosis	-0.78268813
Mean	3.8287703
Median Absolute Deviation (MAD)	2
Skewness	0.32006193
Sum	89643
Variance	6.2633923
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	3595	15.4%
4	3504	15.0%
3	3460	14.8%
0	2301	9.8%
6	2206	9.4%
1	2136	9.1%
7	2118	9.0%
5	2003	8.6%
9	1124	4.8%
8	966	4.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2301	9.8%
1	2136	9.1%
2	3595	15.4%
3	3460	14.8%
4	3504	15.0%
5	2003	8.6%
6	2206	9.4%
7	2118	9.0%
8	966	4.1%
9	1124	4.8%

Value	Count	Frequency (%)
9	1124	4.8%
8	966	4.1%
7	2118	9.0%
6	2206	9.4%
5	2003	8.6%
4	3504	15.0%
3	3460	14.8%
2	3595	15.4%
1	2136	9.1%
0	2301	9.8%

Delay_from_due_date
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	69
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.748664

Minimum	0
Maximum	67
Zeros	353
Zeros (%)	1.5%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	10
median	19
Q3	31
95-th percentile	56
Maximum	67
Range	67
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	16.381454
Coefficient of variation (CV)	0.72010618
Kurtosis	-0.34273147
Mean	22.748664
Median Absolute Deviation (MAD)	10
Skewness	0.78434253
Sum	532614.48
Variance	268.35203
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	813	3.5%
14	758	3.2%
10	748	3.2%
7	726	3.1%
8	722	3.1%
13	705	3.0%
5	694	3.0%
11	682	2.9%
6	662	2.8%
12	660	2.8%
Other values (59)	16243	69.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	353	1.5%
1	383	1.6%
2	385	1.6%
3	522	2.2%
4	489	2.1%
5	694	3.0%
6	662	2.8%
7	726	3.1%
8	722	3.1%
9	653	2.8%

Value	Count	Frequency (%)
67	6	< 0.1%
66	11	< 0.1%
65	14	0.1%
64	24	0.1%
63	24	0.1%
62	178	0.8%
61	177	0.8%
60	154	0.7%
59	171	0.7%
58	202	0.9%

Num_of_Delayed_Payment
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	189
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.028446

Minimum	0
Maximum	4340
Zeros	522
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	9
median	14
Q3	18
95-th percentile	24
Maximum	4340
Range	4340
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	214.76019
Coefficient of variation (CV)	7.3982668
Kurtosis	241.80459
Mean	29.028446
Median Absolute Deviation (MAD)	5
Skewness	15.128667
Sum	679643
Variance	46121.938
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	2555	10.9%
10	1166	5.0%
18	1153	4.9%
19	1152	4.9%
20	1139	4.9%
9	1112	4.7%
17	1104	4.7%
16	1070	4.6%
8	1067	4.6%
15	1046	4.5%
Other values (179)	10849	46.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	522	2.2%
1	531	2.3%
2	538	2.3%
3	585	2.5%
4	533	2.3%
5	621	2.7%
6	675	2.9%
7	644	2.8%
8	1067	4.6%
9	1112	4.7%

Value	Count	Frequency (%)
4340	1	< 0.1%
4319	1	< 0.1%
4295	1	< 0.1%
4282	1	< 0.1%
4281	1	< 0.1%
4266	1	< 0.1%
4262	1	< 0.1%
4231	1	< 0.1%
4211	1	< 0.1%
4178	1	< 0.1%

Changed_Credit_Limit
Real number (ℝ)

Distinct	3217
Distinct (%)	13.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.6132645

Minimum	-6.49
Maximum	35.3
Zeros	1
Zeros (%)	< 0.1%
Negative	414
Negative (%)	1.8%
Memory size	183.0 KiB

Quantile statistics

Minimum	-6.49
5-th percentile	1.07
Q1	4.69
median	8.74
Q3	12.9
95-th percentile	23.08
Maximum	35.3
Range	41.79
Interquartile range (IQR)	8.21

Descriptive statistics

Standard deviation	6.6376309
Coefficient of variation (CV)	0.69046585
Kurtosis	0.48330391
Mean	9.6132645
Median Absolute Deviation (MAD)	4.08
Skewness	0.82104312
Sum	225075.36
Variance	44.058143
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.613264486	512	2.2%
9.25	48	0.2%
11.5	45	0.2%
7.06	36	0.2%
11.49	34	0.1%
11.95	34	0.1%
10.54	34	0.1%
1.63	34	0.1%
8.99	33	0.1%
3.93	32	0.1%
Other values (3207)	22571	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.49	1	< 0.1%
-6.43	1	< 0.1%
-6.35	1	< 0.1%
-6.33	1	< 0.1%
-6.32	1	< 0.1%
-5.99	1	< 0.1%
-5.93	1	< 0.1%
-5.78	1	< 0.1%
-5.76	1	< 0.1%
-5.74	1	< 0.1%

Value	Count	Frequency (%)
35.3	1	< 0.1%
34.91	1	< 0.1%
34.86	1	< 0.1%
34.53	1	< 0.1%
34.48	1	< 0.1%
34.3	1	< 0.1%
34.12	1	< 0.1%
34.01	1	< 0.1%
33.96	1	< 0.1%
33.61	1	< 0.1%

Num_Credit_Inquiries
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	359
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.515056

Minimum	0
Maximum	2587
Zeros	1454
Zeros (%)	6.2%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	6
Q3	10
95-th percentile	14
Maximum	2587
Range	2587
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	189.41576
Coefficient of variation (CV)	6.884077
Kurtosis	102.61186
Mean	27.515056
Median Absolute Deviation (MAD)	3
Skewness	9.890863
Sum	644210
Variance	35878.331
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	2229	9.5%
4	2163	9.2%
3	2033	8.7%
2	1751	7.5%
8	1731	7.4%
7	1728	7.4%
1	1718	7.3%
11	1590	6.8%
9	1541	6.6%
0	1454	6.2%
Other values (349)	5475	23.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1454	6.2%
1	1718	7.3%
2	1751	7.5%
3	2033	8.7%
4	2163	9.2%
5	930	4.0%
6	2229	9.5%
7	1728	7.4%
8	1731	7.4%
9	1541	6.6%

Value	Count	Frequency (%)
2587	1	< 0.1%
2572	2	< 0.1%
2564	1	< 0.1%
2551	1	< 0.1%
2547	1	< 0.1%
2544	1	< 0.1%
2542	1	< 0.1%
2540	1	< 0.1%
2529	1	< 0.1%
2521	1	< 0.1%

Credit_Mix
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

3	12561
1	5854
2	4998

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	3
3rd row	3
4th row	1
5th row	2

Common Values

Value	Count	Frequency (%)
3	12561	53.6%
1	5854	25.0%
2	4998	21.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	12561	53.6%
1	5854	25.0%
2	4998	21.3%

Most occurring characters

Value	Count	Frequency (%)
3	12561	53.6%
1	5854	25.0%
2	4998	21.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	12561	53.6%
1	5854	25.0%
2	4998	21.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	12561	53.6%
1	5854	25.0%
2	4998	21.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	12561	53.6%
1	5854	25.0%
2	4998	21.3%

Outstanding_Debt
Real number (ℝ)

Distinct	8018
Distinct (%)	34.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1598.1008

Minimum	0.23
Maximum	4998.07
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0.23
5-th percentile	139.77
Q1	695.46
median	1361.17
Q3	2281.65
95-th percentile	4126.76
Maximum	4998.07
Range	4997.84
Interquartile range (IQR)	1586.19

Descriptive statistics

Standard deviation	1163.5777
Coefficient of variation (CV)	0.72810028
Kurtosis	0.37930629
Mean	1598.1008
Median Absolute Deviation (MAD)	763.86
Skewness	0.93534478
Sum	37416335
Variance	1353913
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2538.81	11	< 0.1%
463.57	10	< 0.1%
1360.45	10	< 0.1%
2696.09	10	< 0.1%
3626.94	9	< 0.1%
2530.46	9	< 0.1%
66.47	9	< 0.1%
3572.04	9	< 0.1%
796.88	9	< 0.1%
1292.14	9	< 0.1%
Other values (8008)	23318	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.23	2	< 0.1%
0.54	2	< 0.1%
0.56	1	< 0.1%
0.77	2	< 0.1%
1.2	4	< 0.1%
1.3	4	< 0.1%
1.48	3	< 0.1%
2.43	4	< 0.1%
3.68	2	< 0.1%
3.74	1	< 0.1%

Value	Count	Frequency (%)
4998.07	5	< 0.1%
4997.1	3	< 0.1%
4997.05	1	< 0.1%
4992.25	2	< 0.1%
4990.91	2	< 0.1%
4987.19	2	< 0.1%
4986.03	2	< 0.1%
4983.86	3	< 0.1%
4975.63	2	< 0.1%
4974.81	4	< 0.1%

Credit_Utilization_Ratio
Real number (ℝ)

Distinct	23413
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.215666

Minimum	20.172942
Maximum	49.522324
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	20.172942
5-th percentile	24.183841
Q1	27.976271
median	32.250408
Q3	36.458782
95-th percentile	40.152072
Maximum	49.522324
Range	29.349382
Interquartile range (IQR)	8.4825113

Descriptive statistics

Standard deviation	5.1215648
Coefficient of variation (CV)	0.15897746
Kurtosis	-0.94188773
Mean	32.215666
Median Absolute Deviation (MAD)	4.2351899
Skewness	0.032470915
Sum	754265.38
Variance	26.230426
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.93466475	1	< 0.1%
27.36771187	1	< 0.1%
23.55829516	1	< 0.1%
37.51398837	1	< 0.1%
32.46391157	1	< 0.1%
25.35531002	1	< 0.1%
26.56402492	1	< 0.1%
29.96399943	1	< 0.1%
23.95960253	1	< 0.1%
37.31756332	1	< 0.1%
Other values (23403)	23403	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20.1729419	1	< 0.1%
20.24413035	1	< 0.1%
20.98560579	1	< 0.1%
20.98591888	1	< 0.1%
20.992914	1	< 0.1%
21.02869026	1	< 0.1%
21.22850297	1	< 0.1%
21.33717658	1	< 0.1%
21.35905054	1	< 0.1%
21.45898741	1	< 0.1%

Value	Count	Frequency (%)
49.5223243	1	< 0.1%
48.48985173	1	< 0.1%
47.96956024	1	< 0.1%
47.64242451	1	< 0.1%
47.57875179	1	< 0.1%
47.48366327	1	< 0.1%
47.29400692	1	< 0.1%
47.10340881	1	< 0.1%
46.92057454	1	< 0.1%
46.64453623	1	< 0.1%

Credit_History_Age
Real number (ℝ)

Distinct	405
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	213.49093

Minimum	1
Maximum	404
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	1
5-th percentile	66
Q1	143
median	213.49093
Q3	281
95-th percentile	377
Maximum	404
Range	403
Interquartile range (IQR)	138

Descriptive statistics

Standard deviation	94.831951
Coefficient of variation (CV)	0.44419663
Kurtosis	-0.69827891
Mean	213.49093
Median Absolute Deviation (MAD)	69.509074
Skewness	0.053067912
Sum	4998463.1
Variance	8993.0989
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
213.4909262	2143	9.2%
191	115	0.5%
231	113	0.5%
215	110	0.5%
213	109	0.5%
212	107	0.5%
232	105	0.4%
219	105	0.4%
233	105	0.4%
224	104	0.4%
Other values (395)	20297	86.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	6	< 0.1%
3	6	< 0.1%
4	11	< 0.1%
5	14	0.1%
6	11	< 0.1%
7	11	< 0.1%
8	21	0.1%
9	20	0.1%
10	20	0.1%

Value	Count	Frequency (%)
404	2	< 0.1%
403	1	< 0.1%
402	10	< 0.1%
401	13	0.1%
400	21	0.1%
399	34	0.1%
398	41	0.2%
397	43	0.2%
396	52	0.2%
395	59	0.3%

Total_EMI_per_month
Real number (ℝ)

Distinct	8198
Distinct (%)	35.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1342.8789

Minimum	0
Maximum	82236
Zeros	2162
Zeros (%)	9.2%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	33.767386
median	73.981294
Q3	169.936
95-th percentile	472.36108
Maximum	82236
Range	82236
Interquartile range (IQR)	136.16862

Descriptive statistics

Standard deviation	8027.0441
Coefficient of variation (CV)	5.9774892
Kurtosis	55.867748
Mean	1342.8789
Median Absolute Deviation (MAD)	52.45971
Skewness	7.3245001
Sum	31440824
Variance	64433437
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2162	9.2%
218.6546697	8	< 0.1%
145.5524217	8	< 0.1%
150.2708913	8	< 0.1%
40.92697968	7	< 0.1%
77.91293447	7	< 0.1%
110.1315508	7	< 0.1%
35.38951471	7	< 0.1%
19.80976191	7	< 0.1%
146.7012526	7	< 0.1%
Other values (8188)	21185	90.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2162	9.2%
4.713183572	5	< 0.1%
5.24927327	4	< 0.1%
5.262291048	3	< 0.1%
5.629824417	1	< 0.1%
5.905518076	2	< 0.1%
5.994895587	1	< 0.1%
6.047450347	3	< 0.1%
6.412118995	4	< 0.1%
6.442169892	2	< 0.1%

Value	Count	Frequency (%)
82236	1	< 0.1%
82095	1	< 0.1%
81971	1	< 0.1%
81209	1	< 0.1%
80981	1	< 0.1%
80768	1	< 0.1%
80679	1	< 0.1%
80602	1	< 0.1%
80501	1	< 0.1%
80497	1	< 0.1%

Amount_invested_monthly
Real number (ℝ)

Distinct	21223
Distinct (%)	90.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	623.40594

Minimum	0
Maximum	10000
Zeros	56
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0
5-th percentile	32.160878
Q1	76.235889
median	134.35556
Q3	252.70465
95-th percentile	1145.1946
Maximum	10000
Range	10000
Interquartile range (IQR)	176.46876

Descriptive statistics

Standard deviation	2018.9814
Coefficient of variation (CV)	3.2386304
Kurtosis	17.435479
Mean	623.40594
Median Absolute Deviation (MAD)	70.798083
Skewness	4.3860455
Sum	14595803
Variance	4076285.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
134.35556	1109	4.7%
10000	1028	4.4%
0	56	0.2%
208.8959183	1	< 0.1%
232.1775582	1	< 0.1%
48.00806666	1	< 0.1%
90.84269353	1	< 0.1%
136.0445319	1	< 0.1%
204.6386045	1	< 0.1%
145.5815241	1	< 0.1%
Other values (21213)	21213	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	56	0.2%
10.11661404	1	< 0.1%
10.1225566	1	< 0.1%
10.14128456	1	< 0.1%
10.14343562	1	< 0.1%
10.20080048	1	< 0.1%
10.2494613	1	< 0.1%
10.28340438	1	< 0.1%
10.33620331	1	< 0.1%
10.35788829	1	< 0.1%

Value	Count	Frequency (%)
10000	1028	4.4%
1961.21885	1	< 0.1%
1941.237454	1	< 0.1%
1885.645318	1	< 0.1%
1860.919693	1	< 0.1%
1804.332527	1	< 0.1%
1804.233521	1	< 0.1%
1785.786788	1	< 0.1%
1729.241436	1	< 0.1%
1684.861491	1	< 0.1%

Monthly_Balance
Real number (ℝ)

Distinct	23125
Distinct (%)	98.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	395.05717

Minimum	0.095482496
Maximum	1602.0405
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0.095482496
5-th percentile	171.36689
Q1	266.9128
median	330.56261
Q3	452.53029
95-th percentile	867.08216
Maximum	1602.0405
Range	1601.945
Interquartile range (IQR)	185.61749

Descriptive statistics

Standard deviation	214.43463
Coefficient of variation (CV)	0.54279392
Kurtosis	3.5236459
Mean	395.05717
Median Absolute Deviation (MAD)	79.41909
Skewness	1.7385404
Sum	9249473.4
Variance	45982.209
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
395.0571653	289	1.2%
246.4845984	1	< 0.1%
814.432899	1	< 0.1%
833.4292499	1	< 0.1%
288.3921991	1	< 0.1%
299.542164	1	< 0.1%
296.5068107	1	< 0.1%
373.2708014	1	< 0.1%
240.0178673	1	< 0.1%
239.245076	1	< 0.1%
Other values (23115)	23115	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.09548249602	1	< 0.1%
0.3661470795	1	< 0.1%
0.4191236108	1	< 0.1%
0.4534564914	1	< 0.1%
0.5035823529	1	< 0.1%
0.599640126	1	< 0.1%
0.688298779	1	< 0.1%
0.7102397102	1	< 0.1%
0.9081458437	1	< 0.1%
1.526310326	1	< 0.1%

Value	Count	Frequency (%)
1602.040519	1	< 0.1%
1566.613165	1	< 0.1%
1558.421841	1	< 0.1%
1555.201051	1	< 0.1%
1528.744936	1	< 0.1%
1507.553363	1	< 0.1%
1478.421322	1	< 0.1%
1474.356118	1	< 0.1%
1468.313963	1	< 0.1%
1463.792328	1	< 0.1%

Auto Loan
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	15722
1	6041
2	1395
3	232
4	23

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	15722	67.2%
1	6041	25.8%
2	1395	6.0%
3	232	1.0%
4	23	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	15722	67.2%
1	6041	25.8%
2	1395	6.0%
3	232	1.0%
4	23	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	15722	67.2%
1	6041	25.8%
2	1395	6.0%
3	232	1.0%
4	23	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	15722	67.2%
1	6041	25.8%
2	1395	6.0%
3	232	1.0%
4	23	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	15722	67.2%
1	6041	25.8%
2	1395	6.0%
3	232	1.0%
4	23	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	15722	67.2%
1	6041	25.8%
2	1395	6.0%
3	232	1.0%
4	23	0.1%

Credit-Builder Loan
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	15373
1	6120
2	1617
3	253
4	50

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	3
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	15373	65.7%
1	6120	26.1%
2	1617	6.9%
3	253	1.1%
4	50	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	15373	65.7%
1	6120	26.1%
2	1617	6.9%
3	253	1.1%
4	50	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	15373	65.7%
1	6120	26.1%
2	1617	6.9%
3	253	1.1%
4	50	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	15373	65.7%
1	6120	26.1%
2	1617	6.9%
3	253	1.1%
4	50	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	15373	65.7%
1	6120	26.1%
2	1617	6.9%
3	253	1.1%
4	50	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	15373	65.7%
1	6120	26.1%
2	1617	6.9%
3	253	1.1%
4	50	0.2%

Debt Consolidation Loan
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	15684
1	5871
2	1615
3	215
4	28

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	15684	67.0%
1	5871	25.1%
2	1615	6.9%
3	215	0.9%
4	28	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	15684	67.0%
1	5871	25.1%
2	1615	6.9%
3	215	0.9%
4	28	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	15684	67.0%
1	5871	25.1%
2	1615	6.9%
3	215	0.9%
4	28	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	15684	67.0%
1	5871	25.1%
2	1615	6.9%
3	215	0.9%
4	28	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	15684	67.0%
1	5871	25.1%
2	1615	6.9%
3	215	0.9%
4	28	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	15684	67.0%
1	5871	25.1%
2	1615	6.9%
3	215	0.9%
4	28	0.1%

Home Equity Loan
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.41583736

Minimum	0
Maximum	5
Zeros	15672
Zeros (%)	66.9%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.66532222
Coefficient of variation (CV)	1.5999578
Kurtosis	3.1076433
Mean	0.41583736
Median Absolute Deviation (MAD)	0
Skewness	1.6807758
Sum	9736
Variance	0.44265366
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	15672	66.9%
1	6032	25.8%
2	1474	6.3%
3	190	0.8%
4	39	0.2%
5	6	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15672	66.9%
1	6032	25.8%
2	1474	6.3%
3	190	0.8%
4	39	0.2%
5	6	< 0.1%

Value	Count	Frequency (%)
5	6	< 0.1%
4	39	0.2%
3	190	0.8%
2	1474	6.3%
1	6032	25.8%
0	15672	66.9%

Mortgage Loan
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.41993764

Minimum	0
Maximum	5
Zeros	15553
Zeros (%)	66.4%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.66106393
Coefficient of variation (CV)	1.5741955
Kurtosis	2.678907
Mean	0.41993764
Median Absolute Deviation (MAD)	0
Skewness	1.6018003
Sum	9832
Variance	0.43700551
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	15553	66.4%
1	6141	26.2%
2	1496	6.4%
3	202	0.9%
4	12	0.1%
5	9	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15553	66.4%
1	6141	26.2%
2	1496	6.4%
3	202	0.9%
4	12	0.1%
5	9	< 0.1%

Value	Count	Frequency (%)
5	9	< 0.1%
4	12	0.1%
3	202	0.9%
2	1496	6.4%
1	6141	26.2%
0	15553	66.4%

Not Specified
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	15273
1	6393
2	1491
3	227
4	29

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	15273	65.2%
1	6393	27.3%
2	1491	6.4%
3	227	1.0%
4	29	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	15273	65.2%
1	6393	27.3%
2	1491	6.4%
3	227	1.0%
4	29	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	15273	65.2%
1	6393	27.3%
2	1491	6.4%
3	227	1.0%
4	29	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	15273	65.2%
1	6393	27.3%
2	1491	6.4%
3	227	1.0%
4	29	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	15273	65.2%
1	6393	27.3%
2	1491	6.4%
3	227	1.0%
4	29	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	15273	65.2%
1	6393	27.3%
2	1491	6.4%
3	227	1.0%
4	29	0.1%

Payday Loan
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.44419767

Minimum	0
Maximum	5
Zeros	15364
Zeros (%)	65.6%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.69579122
Coefficient of variation (CV)	1.5664
Kurtosis	2.6910499
Mean	0.44419767
Median Absolute Deviation (MAD)	0
Skewness	1.625975
Sum	10400
Variance	0.48412542
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	15364	65.6%
1	6069	25.9%
2	1659	7.1%
3	276	1.2%
4	40	0.2%
5	5	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15364	65.6%
1	6069	25.9%
2	1659	7.1%
3	276	1.2%
4	40	0.2%
5	5	< 0.1%

Value	Count	Frequency (%)
5	5	< 0.1%
4	40	0.2%
3	276	1.2%
2	1659	7.1%
1	6069	25.9%
0	15364	65.6%

Personal Loan
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	15824
1	5839
2	1493
3	245
4	12

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	2
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	15824	67.6%
1	5839	24.9%
2	1493	6.4%
3	245	1.0%
4	12	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	15824	67.6%
1	5839	24.9%
2	1493	6.4%
3	245	1.0%
4	12	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	15824	67.6%
1	5839	24.9%
2	1493	6.4%
3	245	1.0%
4	12	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	15824	67.6%
1	5839	24.9%
2	1493	6.4%
3	245	1.0%
4	12	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	15824	67.6%
1	5839	24.9%
2	1493	6.4%
3	245	1.0%
4	12	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	15824	67.6%
1	5839	24.9%
2	1493	6.4%
3	245	1.0%
4	12	0.1%

Student Loan
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.43159783

Minimum	0
Maximum	5
Zeros	15486
Zeros (%)	66.1%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.6804394
Coefficient of variation (CV)	1.5765589
Kurtosis	2.6814734
Mean	0.43159783
Median Absolute Deviation (MAD)	0
Skewness	1.6264789
Sum	10105
Variance	0.46299778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	15486	66.1%
1	6071	25.9%
2	1580	6.7%
3	232	1.0%
4	42	0.2%
5	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15486	66.1%
1	6071	25.9%
2	1580	6.7%
3	232	1.0%
4	42	0.2%
5	2	< 0.1%

Value	Count	Frequency (%)
5	2	< 0.1%
4	42	0.2%
3	232	1.0%
2	1580	6.7%
1	6071	25.9%
0	15486	66.1%

Occupation_Accountant
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21920
1	1493

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21920	93.6%
1	1493	6.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21920	93.6%
1	1493	6.4%

Most occurring characters

Value	Count	Frequency (%)
0	21920	93.6%
1	1493	6.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21920	93.6%
1	1493	6.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21920	93.6%
1	1493	6.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21920	93.6%
1	1493	6.4%

Occupation_Architect
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21945
1	1468

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21945	93.7%
1	1468	6.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21945	93.7%
1	1468	6.3%

Most occurring characters

Value	Count	Frequency (%)
0	21945	93.7%
1	1468	6.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21945	93.7%
1	1468	6.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21945	93.7%
1	1468	6.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21945	93.7%
1	1468	6.3%

Occupation_Developer
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21989
1	1424

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21989	93.9%
1	1424	6.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21989	93.9%
1	1424	6.1%

Most occurring characters

Value	Count	Frequency (%)
0	21989	93.9%
1	1424	6.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21989	93.9%
1	1424	6.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21989	93.9%
1	1424	6.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21989	93.9%
1	1424	6.1%

Occupation_Doctor
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	22024
1	1389

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	22024	94.1%
1	1389	5.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22024	94.1%
1	1389	5.9%

Most occurring characters

Value	Count	Frequency (%)
0	22024	94.1%
1	1389	5.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22024	94.1%
1	1389	5.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22024	94.1%
1	1389	5.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22024	94.1%
1	1389	5.9%

Occupation_Engineer
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21853
1	1560

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21853	93.3%
1	1560	6.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21853	93.3%
1	1560	6.7%

Most occurring characters

Value	Count	Frequency (%)
0	21853	93.3%
1	1560	6.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21853	93.3%
1	1560	6.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21853	93.3%
1	1560	6.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21853	93.3%
1	1560	6.7%

Occupation_Entrepreneur
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21937
1	1476

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21937	93.7%
1	1476	6.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21937	93.7%
1	1476	6.3%

Most occurring characters

Value	Count	Frequency (%)
0	21937	93.7%
1	1476	6.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21937	93.7%
1	1476	6.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21937	93.7%
1	1476	6.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21937	93.7%
1	1476	6.3%

Occupation_Journalist
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21982
1	1431

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	21982	93.9%
1	1431	6.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21982	93.9%
1	1431	6.1%

Most occurring characters

Value	Count	Frequency (%)
0	21982	93.9%
1	1431	6.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21982	93.9%
1	1431	6.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21982	93.9%
1	1431	6.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21982	93.9%
1	1431	6.1%

Occupation_Lawyer
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21943
1	1470

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21943	93.7%
1	1470	6.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21943	93.7%
1	1470	6.3%

Most occurring characters

Value	Count	Frequency (%)
0	21943	93.7%
1	1470	6.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21943	93.7%
1	1470	6.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21943	93.7%
1	1470	6.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21943	93.7%
1	1470	6.3%

Occupation_Manager
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21965
1	1448

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21965	93.8%
1	1448	6.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21965	93.8%
1	1448	6.2%

Most occurring characters

Value	Count	Frequency (%)
0	21965	93.8%
1	1448	6.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21965	93.8%
1	1448	6.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21965	93.8%
1	1448	6.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21965	93.8%
1	1448	6.2%

Occupation_Mechanic
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21967
1	1446

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21967	93.8%
1	1446	6.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21967	93.8%
1	1446	6.2%

Most occurring characters

Value	Count	Frequency (%)
0	21967	93.8%
1	1446	6.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21967	93.8%
1	1446	6.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21967	93.8%
1	1446	6.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21967	93.8%
1	1446	6.2%

Occupation_Media_Manager
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	22059
1	1354

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	22059	94.2%
1	1354	5.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22059	94.2%
1	1354	5.8%

Most occurring characters

Value	Count	Frequency (%)
0	22059	94.2%
1	1354	5.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22059	94.2%
1	1354	5.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22059	94.2%
1	1354	5.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22059	94.2%
1	1354	5.8%

Occupation_Musician
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	22017
1	1396

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	22017	94.0%
1	1396	6.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22017	94.0%
1	1396	6.0%

Most occurring characters

Value	Count	Frequency (%)
0	22017	94.0%
1	1396	6.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22017	94.0%
1	1396	6.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22017	94.0%
1	1396	6.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22017	94.0%
1	1396	6.0%

Occupation_Scientist
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	20194
1	3219

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	20194	86.3%
1	3219	13.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	20194	86.3%
1	3219	13.7%

Most occurring characters

Value	Count	Frequency (%)
0	20194	86.3%
1	3219	13.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20194	86.3%
1	3219	13.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20194	86.3%
1	3219	13.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20194	86.3%
1	3219	13.7%

Occupation_Teacher
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21867
1	1546

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21867	93.4%
1	1546	6.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21867	93.4%
1	1546	6.6%

Most occurring characters

Value	Count	Frequency (%)
0	21867	93.4%
1	1546	6.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21867	93.4%
1	1546	6.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21867	93.4%
1	1546	6.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21867	93.4%
1	1546	6.6%

Occupation_Writer
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	22120
1	1293

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	22120	94.5%
1	1293	5.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22120	94.5%
1	1293	5.5%

Most occurring characters

Value	Count	Frequency (%)
0	22120	94.5%
1	1293	5.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22120	94.5%
1	1293	5.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22120	94.5%
1	1293	5.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22120	94.5%
1	1293	5.5%

Payment_of_Min_Amount_NM
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	20507
1	2906

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	20507	87.6%
1	2906	12.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	20507	87.6%
1	2906	12.4%

Most occurring characters

Value	Count	Frequency (%)
0	20507	87.6%
1	2906	12.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20507	87.6%
1	2906	12.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20507	87.6%
1	2906	12.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20507	87.6%
1	2906	12.4%

Payment_of_Min_Amount_No
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	14273
1	9140

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	14273	61.0%
1	9140	39.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	14273	61.0%
1	9140	39.0%

Most occurring characters

Value	Count	Frequency (%)
0	14273	61.0%
1	9140	39.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	14273	61.0%
1	9140	39.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	14273	61.0%
1	9140	39.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	14273	61.0%
1	9140	39.0%

Payment_of_Min_Amount_Yes
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	12046
1	11367

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	12046	51.5%
1	11367	48.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	12046	51.5%
1	11367	48.5%

Most occurring characters

Value	Count	Frequency (%)
0	12046	51.5%
1	11367	48.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	12046	51.5%
1	11367	48.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	12046	51.5%
1	11367	48.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	12046	51.5%
1	11367	48.5%

Payment_Behaviour_High_spent_Large_value_payments
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	20303
1	3110

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	20303	86.7%
1	3110	13.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	20303	86.7%
1	3110	13.3%

Most occurring characters

Value	Count	Frequency (%)
0	20303	86.7%
1	3110	13.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20303	86.7%
1	3110	13.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20303	86.7%
1	3110	13.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20303	86.7%
1	3110	13.3%

Payment_Behaviour_High_spent_Medium_value_payments
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	19528
1	3885

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	19528	83.4%
1	3885	16.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	19528	83.4%
1	3885	16.6%

Most occurring characters

Value	Count	Frequency (%)
0	19528	83.4%
1	3885	16.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	19528	83.4%
1	3885	16.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	19528	83.4%
1	3885	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	19528	83.4%
1	3885	16.6%

Payment_Behaviour_High_spent_Small_value_payments
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	20782
1	2631

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	20782	88.8%
1	2631	11.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	20782	88.8%
1	2631	11.2%

Most occurring characters

Value	Count	Frequency (%)
0	20782	88.8%
1	2631	11.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20782	88.8%
1	2631	11.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20782	88.8%
1	2631	11.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20782	88.8%
1	2631	11.2%

Payment_Behaviour_Low_spent_Large_value_payments
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	20985
1	2428

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	20985	89.6%
1	2428	10.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	20985	89.6%
1	2428	10.4%

Most occurring characters

Value	Count	Frequency (%)
0	20985	89.6%
1	2428	10.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20985	89.6%
1	2428	10.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20985	89.6%
1	2428	10.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20985	89.6%
1	2428	10.4%

Payment_Behaviour_Low_spent_Medium_value_payments
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	20033
1	3380

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	20033	85.6%
1	3380	14.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	20033	85.6%
1	3380	14.4%

Most occurring characters

Value	Count	Frequency (%)
0	20033	85.6%
1	3380	14.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20033	85.6%
1	3380	14.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20033	85.6%
1	3380	14.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20033	85.6%
1	3380	14.4%

Payment_Behaviour_Low_spent_Small_value_payments
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	15434
1	7979

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	15434	65.9%
1	7979	34.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	15434	65.9%
1	7979	34.1%

Most occurring characters

Value	Count	Frequency (%)
0	15434	65.9%
1	7979	34.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	15434	65.9%
1	7979	34.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	15434	65.9%
1	7979	34.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	15434	65.9%
1	7979	34.1%

Credit_Score
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	14499
1	8914

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	14499	61.9%
1	8914	38.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	14499	61.9%
1	8914	38.1%

Most occurring characters

Value	Count	Frequency (%)
0	14499	61.9%
1	8914	38.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	14499	61.9%
1	8914	38.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	14499	61.9%
1	8914	38.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	14499	61.9%
1	8914	38.1%

Auto

Heatmap
Table

	Age	Monthly_Inhand_Salary	Num_Bank_Accounts	Num_Credit_Card	Interest_Rate	Num_of_Loan	Delay_from_due_date	Num_of_Delayed_Payment	Changed_Credit_Limit	Num_Credit_Inquiries	Outstanding_Debt	Credit_Utilization_Ratio	Credit_History_Age	Total_EMI_per_month	Amount_invested_monthly	Monthly_Balance	Home Equity Loan	Mortgage Loan	Payday Loan	Student Loan	Credit_Mix	Auto Loan	Credit-Builder Loan	Debt Consolidation Loan	Not Specified	Personal Loan	Occupation_Accountant	Occupation_Architect	Occupation_Developer	Occupation_Doctor	Occupation_Engineer	Occupation_Entrepreneur	Occupation_Journalist	Occupation_Lawyer	Occupation_Manager	Occupation_Mechanic	Occupation_Media_Manager	Occupation_Musician	Occupation_Scientist	Occupation_Teacher	Occupation_Writer	Payment_of_Min_Amount_NM	Payment_of_Min_Amount_No	Payment_of_Min_Amount_Yes	Payment_Behaviour_High_spent_Large_value_payments	Payment_Behaviour_High_spent_Medium_value_payments	Payment_Behaviour_High_spent_Small_value_payments	Payment_Behaviour_Low_spent_Large_value_payments	Payment_Behaviour_Low_spent_Medium_value_payments	Payment_Behaviour_Low_spent_Small_value_payments	Credit_Score
Age	1.000	0.079	-0.210	-0.163	-0.230	-0.207	-0.197	-0.197	-0.131	-0.228	-0.239	0.018	0.217	-0.075	0.056	0.130	-0.082	-0.086	-0.088	-0.062	0.183	0.052	0.051	0.058	0.057	0.062	0.000	0.023	0.007	0.024	0.022	0.026	0.033	0.018	0.027	0.007	0.000	0.026	0.000	0.031	0.022	0.000	0.305	0.296	0.053	0.000	0.000	0.000	0.012	0.049	0.253
Monthly_Inhand_Salary	0.079	1.000	-0.269	-0.221	-0.284	-0.235	-0.242	-0.251	-0.134	-0.268	-0.289	0.123	0.260	0.443	0.522	0.534	-0.087	-0.089	-0.092	-0.102	0.226	0.058	0.074	0.076	0.060	0.068	0.026	0.017	0.024	0.024	0.029	0.020	0.022	0.028	0.039	0.013	0.024	0.030	0.015	0.021	0.028	0.000	0.356	0.349	0.224	0.179	0.062	0.038	0.111	0.267	0.312
Num_Bank_Accounts	-0.210	-0.269	1.000	0.527	0.631	0.548	0.649	0.640	0.268	0.603	0.626	-0.087	-0.569	0.132	-0.194	-0.364	0.233	0.246	0.232	0.206	0.490	0.117	0.133	0.128	0.115	0.126	0.016	0.029	0.034	0.024	0.044	0.032	0.020	0.033	0.023	0.018	0.028	0.036	0.019	0.038	0.030	0.000	0.668	0.653	0.095	0.039	0.013	0.008	0.000	0.109	0.563
Num_Credit_Card	-0.163	-0.221	0.527	1.000	0.515	0.446	0.532	0.481	0.212	0.499	0.533	-0.064	-0.467	0.103	-0.153	-0.297	0.182	0.185	0.194	0.178	0.374	0.106	0.106	0.102	0.093	0.104	0.020	0.000	0.047	0.033	0.000	0.042	0.035	0.022	0.034	0.031	0.020	0.025	0.017	0.025	0.022	0.011	0.522	0.516	0.075	0.022	0.000	0.000	0.022	0.084	0.550
Interest_Rate	-0.230	-0.284	0.631	0.515	1.000	0.576	0.601	0.581	0.319	0.657	0.681	-0.082	-0.617	0.148	-0.199	-0.381	0.240	0.244	0.247	0.226	0.000	0.000	0.005	0.000	0.009	0.026	0.000	0.000	0.009	0.007	0.000	0.000	0.012	0.000	0.009	0.004	0.009	0.012	0.011	0.000	0.015	0.000	0.015	0.011	0.000	0.018	0.000	0.009	0.018	0.009	0.021
Num_of_Loan	-0.207	-0.235	0.548	0.446	0.576	1.000	0.524	0.527	0.265	0.564	0.646	-0.104	-0.586	0.479	-0.173	-0.497	0.416	0.415	0.414	0.402	0.467	0.215	0.226	0.220	0.219	0.221	0.019	0.026	0.042	0.040	0.025	0.029	0.023	0.050	0.037	0.022	0.051	0.034	0.000	0.033	0.000	0.012	0.632	0.618	0.094	0.031	0.000	0.000	0.019	0.103	0.545
Delay_from_due_date	-0.197	-0.242	0.649	0.532	0.601	0.524	1.000	0.596	0.239	0.578	0.613	-0.072	-0.550	0.145	-0.175	-0.342	0.216	0.224	0.218	0.200	0.456	0.117	0.116	0.122	0.112	0.121	0.018	0.042	0.015	0.028	0.019	0.010	0.037	0.013	0.023	0.017	0.009	0.021	0.024	0.035	0.031	0.000	0.589	0.578	0.086	0.039	0.000	0.000	0.007	0.096	0.584
Num_of_Delayed_Payment	-0.197	-0.251	0.640	0.481	0.581	0.527	0.596	1.000	0.222	0.548	0.588	-0.087	-0.536	0.141	-0.177	-0.351	0.225	0.231	0.214	0.204	0.000	0.000	0.000	0.000	0.000	0.031	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.014	0.019	0.011	0.011	0.000	0.000	0.008	0.013	0.000	0.000	0.000	0.023	0.004	0.022	0.011	0.000	0.000	0.001
Changed_Credit_Limit	-0.131	-0.134	0.268	0.212	0.319	0.265	0.239	0.222	1.000	0.313	0.352	-0.041	-0.340	0.074	-0.094	-0.174	0.100	0.107	0.106	0.106	0.357	0.079	0.090	0.089	0.092	0.080	0.031	0.015	0.022	0.008	0.013	0.027	0.027	0.007	0.029	0.037	0.023	0.000	0.000	0.002	0.026	0.000	0.415	0.405	0.054	0.007	0.016	0.000	0.000	0.048	0.288
Num_Credit_Inquiries	-0.228	-0.268	0.603	0.499	0.657	0.564	0.578	0.548	0.313	1.000	0.658	-0.084	-0.613	0.153	-0.182	-0.373	0.231	0.236	0.238	0.219	0.010	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.011	0.000	0.000	0.005	0.000	0.000	0.007	0.028	0.005	0.011	0.000	0.005	0.006	0.000	0.015	0.010	0.000	0.000	0.011	0.000	0.000	0.000
Outstanding_Debt	-0.239	-0.289	0.626	0.533	0.681	0.646	0.613	0.588	0.352	0.658	1.000	-0.088	-0.675	0.165	-0.200	-0.411	0.267	0.273	0.266	0.260	0.513	0.152	0.153	0.150	0.147	0.144	0.010	0.027	0.036	0.019	0.041	0.030	0.024	0.023	0.050	0.039	0.033	0.035	0.000	0.034	0.020	0.000	0.703	0.690	0.112	0.042	0.000	0.000	0.000	0.121	0.648
Credit_Utilization_Ratio	0.018	0.123	-0.087	-0.064	-0.082	-0.104	-0.072	-0.087	-0.041	-0.084	-0.088	1.000	0.068	0.012	0.031	0.190	-0.044	-0.043	-0.036	-0.050	0.082	0.032	0.029	0.034	0.031	0.029	0.000	0.000	0.014	0.000	0.008	0.013	0.005	0.003	0.009	0.000	0.015	0.000	0.000	0.000	0.011	0.004	0.125	0.120	0.152	0.056	0.016	0.029	0.042	0.092	0.097
Credit_History_Age	0.217	0.260	-0.569	-0.467	-0.617	-0.586	-0.550	-0.536	-0.340	-0.613	-0.675	0.068	1.000	-0.156	0.183	0.373	-0.228	-0.244	-0.245	-0.242	0.427	0.123	0.132	0.129	0.123	0.126	0.015	0.023	0.027	0.022	0.000	0.043	0.025	0.025	0.026	0.034	0.015	0.012	0.028	0.026	0.029	0.014	0.650	0.639	0.095	0.029	0.019	0.007	0.000	0.105	0.562
Total_EMI_per_month	-0.075	0.443	0.132	0.103	0.148	0.479	0.145	0.141	0.074	0.153	0.165	0.012	-0.156	1.000	0.269	0.030	0.215	0.213	0.186	0.189	0.000	0.000	0.000	0.000	0.023	0.014	0.000	0.000	0.014	0.012	0.000	0.000	0.000	0.000	0.000	0.000	0.005	0.014	0.000	0.010	0.000	0.007	0.000	0.000	0.009	0.018	0.000	0.008	0.003	0.000	0.013
Amount_invested_monthly	0.056	0.522	-0.194	-0.153	-0.199	-0.173	-0.175	-0.177	-0.094	-0.182	-0.200	0.031	0.183	0.269	1.000	-0.005	-0.059	-0.059	-0.075	-0.071	0.052	0.014	0.019	0.016	0.028	0.012	0.000	0.000	0.000	0.000	0.005	0.000	0.000	0.000	0.000	0.000	0.010	0.005	0.011	0.000	0.000	0.008	0.086	0.084	0.040	0.046	0.035	0.000	0.060	0.044	0.105
Monthly_Balance	0.130	0.534	-0.364	-0.297	-0.381	-0.497	-0.342	-0.351	-0.174	-0.373	-0.411	0.190	0.373	0.030	-0.005	1.000	-0.210	-0.200	-0.197	-0.202	0.259	0.096	0.103	0.107	0.095	0.104	0.007	0.003	0.011	0.007	0.016	0.000	0.023	0.019	0.019	0.012	0.004	0.025	0.000	0.000	0.011	0.000	0.394	0.385	0.409	0.267	0.083	0.089	0.105	0.349	0.325
Home Equity Loan	-0.082	-0.087	0.233	0.182	0.240	0.416	0.216	0.225	0.100	0.231	0.267	-0.044	-0.228	0.215	-0.059	-0.210	1.000	0.074	0.088	0.061	0.177	0.039	0.049	0.046	0.053	0.051	0.014	0.024	0.012	0.000	0.022	0.018	0.064	0.016	0.015	0.026	0.013	0.026	0.021	0.031	0.030	0.000	0.237	0.232	0.028	0.019	0.007	0.003	0.013	0.038	0.207
Mortgage Loan	-0.086	-0.089	0.246	0.185	0.244	0.415	0.224	0.231	0.107	0.236	0.273	-0.043	-0.244	0.213	-0.059	-0.200	0.074	1.000	0.063	0.069	0.184	0.046	0.044	0.051	0.052	0.044	0.038	0.021	0.043	0.015	0.024	0.024	0.018	0.033	0.011	0.031	0.032	0.022	0.004	0.050	0.007	0.000	0.244	0.235	0.038	0.015	0.000	0.000	0.011	0.050	0.207
Payday Loan	-0.088	-0.092	0.232	0.194	0.247	0.414	0.218	0.214	0.106	0.238	0.266	-0.036	-0.245	0.186	-0.075	-0.197	0.088	0.063	1.000	0.075	0.177	0.050	0.045	0.037	0.036	0.034	0.018	0.026	0.029	0.016	0.012	0.042	0.016	0.030	0.015	0.020	0.030	0.000	0.028	0.014	0.011	0.000	0.254	0.245	0.034	0.012	0.000	0.000	0.010	0.038	0.210
Student Loan	-0.062	-0.102	0.206	0.178	0.226	0.402	0.200	0.204	0.106	0.219	0.260	-0.050	-0.242	0.189	-0.071	-0.202	0.061	0.069	0.075	1.000	0.158	0.038	0.040	0.042	0.051	0.041	0.015	0.020	0.009	0.026	0.017	0.018	0.000	0.005	0.021	0.019	0.011	0.021	0.027	0.027	0.004	0.004	0.233	0.220	0.032	0.000	0.000	0.000	0.021	0.036	0.199
Credit_Mix	0.183	0.226	0.490	0.374	0.000	0.467	0.456	0.000	0.357	0.010	0.513	0.082	0.427	0.000	0.052	0.259	0.177	0.184	0.177	0.158	1.000	0.167	0.178	0.177	0.156	0.172	0.000	0.000	0.000	0.011	0.006	0.000	0.010	0.000	0.022	0.020	0.026	0.013	0.000	0.000	0.026	0.000	0.663	0.651	0.090	0.031	0.009	0.000	0.004	0.095	0.533
Auto Loan	0.052	0.058	0.117	0.106	0.000	0.215	0.117	0.000	0.079	0.000	0.152	0.032	0.123	0.000	0.014	0.096	0.039	0.046	0.050	0.038	0.167	1.000	0.047	0.043	0.033	0.044	0.016	0.014	0.012	0.021	0.019	0.014	0.000	0.015	0.012	0.019	0.020	0.025	0.005	0.026	0.018	0.005	0.247	0.234	0.031	0.008	0.000	0.000	0.021	0.031	0.212
Credit-Builder Loan	0.051	0.074	0.133	0.106	0.005	0.226	0.116	0.000	0.090	0.000	0.153	0.029	0.132	0.000	0.019	0.103	0.049	0.044	0.045	0.040	0.178	0.047	1.000	0.040	0.041	0.047	0.028	0.023	0.024	0.001	0.012	0.012	0.000	0.016	0.010	0.012	0.013	0.007	0.000	0.010	0.011	0.010	0.244	0.242	0.024	0.011	0.011	0.000	0.000	0.045	0.198
Debt Consolidation Loan	0.058	0.076	0.128	0.102	0.000	0.220	0.122	0.000	0.089	0.000	0.150	0.034	0.129	0.000	0.016	0.107	0.046	0.051	0.037	0.042	0.177	0.043	0.040	1.000	0.046	0.050	0.026	0.021	0.009	0.027	0.031	0.052	0.027	0.016	0.022	0.010	0.030	0.022	0.003	0.027	0.007	0.000	0.243	0.236	0.047	0.012	0.000	0.007	0.000	0.048	0.217
Not Specified	0.057	0.060	0.115	0.093	0.009	0.219	0.112	0.000	0.092	0.000	0.147	0.031	0.123	0.023	0.028	0.095	0.053	0.052	0.036	0.051	0.156	0.033	0.041	0.046	1.000	0.037	0.000	0.000	0.028	0.023	0.007	0.015	0.011	0.016	0.011	0.000	0.011	0.032	0.011	0.030	0.016	0.000	0.226	0.222	0.031	0.000	0.000	0.006	0.016	0.037	0.197
Personal Loan	0.062	0.068	0.126	0.104	0.026	0.221	0.121	0.031	0.080	0.000	0.144	0.029	0.126	0.014	0.012	0.104	0.051	0.044	0.034	0.041	0.172	0.044	0.047	0.050	0.037	1.000	0.024	0.019	0.016	0.016	0.012	0.008	0.006	0.020	0.043	0.004	0.017	0.036	0.011	0.000	0.015	0.002	0.238	0.238	0.032	0.019	0.000	0.000	0.002	0.045	0.213
Occupation_Accountant	0.000	0.026	0.016	0.020	0.000	0.019	0.018	0.000	0.031	0.000	0.010	0.000	0.015	0.000	0.000	0.007	0.014	0.038	0.018	0.015	0.000	0.016	0.028	0.026	0.000	0.024	1.000	0.067	0.066	0.065	0.069	0.067	0.066	0.067	0.066	0.066	0.064	0.065	0.104	0.069	0.062	0.013	0.000	0.000	0.000	0.000	0.004	0.000	0.000	0.000	0.004
Occupation_Architect	0.023	0.017	0.029	0.000	0.000	0.026	0.042	0.000	0.015	0.000	0.027	0.000	0.023	0.000	0.000	0.003	0.024	0.021	0.026	0.020	0.000	0.014	0.023	0.021	0.000	0.019	0.067	1.000	0.065	0.064	0.068	0.066	0.065	0.066	0.066	0.066	0.063	0.064	0.103	0.068	0.062	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
Occupation_Developer	0.007	0.024	0.034	0.047	0.009	0.042	0.015	0.004	0.022	0.000	0.036	0.014	0.027	0.014	0.000	0.011	0.012	0.043	0.029	0.009	0.000	0.012	0.024	0.009	0.028	0.016	0.066	0.065	1.000	0.063	0.067	0.065	0.064	0.065	0.065	0.065	0.062	0.063	0.101	0.067	0.061	0.000	0.010	0.003	0.000	0.004	0.004	0.000	0.003	0.000	0.004
Occupation_Doctor	0.024	0.024	0.024	0.033	0.007	0.040	0.028	0.000	0.008	0.011	0.019	0.000	0.022	0.012	0.000	0.007	0.000	0.015	0.016	0.026	0.011	0.021	0.001	0.027	0.023	0.016	0.065	0.064	0.063	1.000	0.066	0.064	0.063	0.064	0.064	0.064	0.061	0.063	0.100	0.066	0.060	0.000	0.008	0.010	0.000	0.008	0.000	0.005	0.012	0.000	0.000
Occupation_Engineer	0.022	0.029	0.044	0.000	0.000	0.025	0.019	0.000	0.013	0.000	0.041	0.008	0.000	0.000	0.005	0.016	0.022	0.024	0.012	0.017	0.006	0.019	0.012	0.031	0.007	0.012	0.069	0.068	0.067	0.066	1.000	0.069	0.067	0.068	0.068	0.068	0.066	0.067	0.106	0.070	0.064	0.000	0.000	0.000	0.007	0.000	0.004	0.004	0.000	0.000	0.000
Occupation_Entrepreneur	0.026	0.020	0.032	0.042	0.000	0.029	0.010	0.000	0.027	0.000	0.030	0.013	0.043	0.000	0.000	0.000	0.018	0.024	0.042	0.018	0.000	0.014	0.012	0.052	0.015	0.008	0.067	0.066	0.065	0.064	0.069	1.000	0.065	0.066	0.066	0.066	0.064	0.065	0.103	0.068	0.062	0.001	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.000	0.005
Occupation_Journalist	0.033	0.022	0.020	0.035	0.012	0.023	0.037	0.000	0.027	0.005	0.024	0.005	0.025	0.000	0.000	0.023	0.064	0.018	0.016	0.000	0.010	0.000	0.000	0.027	0.011	0.006	0.066	0.065	0.064	0.063	0.067	0.065	1.000	0.065	0.065	0.065	0.062	0.064	0.101	0.067	0.061	0.003	0.000	0.000	0.000	0.000	0.007	0.000	0.000	0.000	0.008
Occupation_Lawyer	0.018	0.028	0.033	0.022	0.000	0.050	0.013	0.014	0.007	0.000	0.023	0.003	0.025	0.000	0.000	0.019	0.016	0.033	0.030	0.005	0.000	0.015	0.016	0.016	0.016	0.020	0.067	0.066	0.065	0.064	0.068	0.066	0.065	1.000	0.066	0.066	0.063	0.064	0.103	0.068	0.062	0.006	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.000
Occupation_Manager	0.027	0.039	0.023	0.034	0.009	0.037	0.023	0.019	0.029	0.000	0.050	0.009	0.026	0.000	0.000	0.019	0.015	0.011	0.015	0.021	0.022	0.012	0.010	0.022	0.011	0.043	0.066	0.066	0.065	0.064	0.068	0.066	0.065	0.066	1.000	0.065	0.063	0.064	0.102	0.068	0.061	0.005	0.005	0.012	0.000	0.010	0.005	0.000	0.003	0.000	0.000
Occupation_Mechanic	0.007	0.013	0.018	0.031	0.004	0.022	0.017	0.011	0.037	0.007	0.039	0.000	0.034	0.000	0.000	0.012	0.026	0.031	0.020	0.019	0.020	0.019	0.012	0.010	0.000	0.004	0.066	0.066	0.065	0.064	0.068	0.066	0.065	0.066	0.065	1.000	0.063	0.064	0.102	0.068	0.061	0.000	0.000	0.000	0.001	0.000	0.000	0.007	0.000	0.000	0.011
Occupation_Media_Manager	0.000	0.024	0.028	0.020	0.009	0.051	0.009	0.011	0.023	0.028	0.033	0.015	0.015	0.005	0.010	0.004	0.013	0.032	0.030	0.011	0.026	0.020	0.013	0.030	0.011	0.017	0.064	0.063	0.062	0.061	0.066	0.064	0.062	0.063	0.063	0.063	1.000	0.062	0.098	0.065	0.059	0.011	0.006	0.016	0.000	0.000	0.009	0.000	0.002	0.000	0.019
Occupation_Musician	0.026	0.030	0.036	0.025	0.012	0.034	0.021	0.000	0.000	0.005	0.035	0.000	0.012	0.014	0.005	0.025	0.026	0.022	0.000	0.021	0.013	0.025	0.007	0.022	0.032	0.036	0.065	0.064	0.063	0.063	0.067	0.065	0.064	0.064	0.064	0.064	0.062	1.000	0.100	0.066	0.060	0.000	0.010	0.007	0.008	0.000	0.007	0.000	0.000	0.000	0.016
Occupation_Scientist	0.000	0.015	0.019	0.017	0.011	0.000	0.024	0.000	0.000	0.011	0.000	0.000	0.028	0.000	0.011	0.000	0.021	0.004	0.028	0.027	0.000	0.005	0.000	0.003	0.011	0.011	0.104	0.103	0.101	0.100	0.106	0.103	0.101	0.103	0.102	0.102	0.098	0.100	1.000	0.106	0.096	0.000	0.000	0.000	0.000	0.000	0.008	0.000	0.004	0.000	0.000
Occupation_Teacher	0.031	0.021	0.038	0.025	0.000	0.033	0.035	0.008	0.002	0.000	0.034	0.000	0.026	0.010	0.000	0.000	0.031	0.050	0.014	0.027	0.000	0.026	0.010	0.027	0.030	0.000	0.069	0.068	0.067	0.066	0.070	0.068	0.067	0.068	0.068	0.068	0.065	0.066	0.106	1.000	0.064	0.000	0.007	0.008	0.000	0.000	0.006	0.000	0.000	0.000	0.000
Occupation_Writer	0.022	0.028	0.030	0.022	0.015	0.000	0.031	0.013	0.026	0.005	0.020	0.011	0.029	0.000	0.000	0.011	0.030	0.007	0.011	0.004	0.026	0.018	0.011	0.007	0.016	0.015	0.062	0.062	0.061	0.060	0.064	0.062	0.061	0.062	0.061	0.061	0.059	0.060	0.096	0.064	1.000	0.000	0.010	0.009	0.000	0.000	0.007	0.000	0.004	0.000	0.024
Payment_of_Min_Amount_NM	0.000	0.000	0.000	0.011	0.000	0.012	0.000	0.000	0.000	0.006	0.000	0.004	0.014	0.007	0.008	0.000	0.000	0.000	0.000	0.004	0.000	0.005	0.010	0.000	0.000	0.002	0.013	0.000	0.000	0.000	0.000	0.001	0.003	0.006	0.005	0.000	0.011	0.000	0.000	0.000	0.000	1.000	0.301	0.365	0.000	0.000	0.006	0.000	0.004	0.000	0.003
Payment_of_Min_Amount_No	0.305	0.356	0.668	0.522	0.015	0.632	0.589	0.000	0.415	0.000	0.703	0.125	0.650	0.000	0.086	0.394	0.237	0.244	0.254	0.233	0.663	0.247	0.244	0.243	0.226	0.238	0.000	0.000	0.010	0.008	0.000	0.000	0.000	0.000	0.005	0.000	0.006	0.010	0.000	0.007	0.010	0.301	1.000	0.777	0.102	0.031	0.013	0.000	0.000	0.111	0.594
Payment_of_Min_Amount_Yes	0.296	0.349	0.653	0.516	0.011	0.618	0.578	0.000	0.405	0.015	0.690	0.120	0.639	0.000	0.084	0.385	0.232	0.235	0.245	0.220	0.651	0.234	0.242	0.236	0.222	0.238	0.000	0.000	0.003	0.010	0.000	0.000	0.000	0.000	0.012	0.000	0.016	0.007	0.000	0.008	0.009	0.365	0.777	1.000	0.101	0.032	0.005	0.000	0.001	0.108	0.585
Payment_Behaviour_High_spent_Large_value_payments	0.053	0.224	0.095	0.075	0.000	0.094	0.086	0.023	0.054	0.010	0.112	0.152	0.095	0.009	0.040	0.409	0.028	0.038	0.034	0.032	0.090	0.031	0.024	0.047	0.031	0.032	0.000	0.000	0.000	0.000	0.007	0.004	0.000	0.006	0.000	0.001	0.000	0.008	0.000	0.000	0.000	0.000	0.102	0.101	1.000	0.174	0.139	0.133	0.160	0.281	0.110
Payment_Behaviour_High_spent_Medium_value_payments	0.000	0.179	0.039	0.022	0.018	0.031	0.039	0.004	0.007	0.000	0.042	0.056	0.029	0.018	0.046	0.267	0.019	0.015	0.012	0.000	0.031	0.008	0.011	0.012	0.000	0.019	0.000	0.000	0.004	0.008	0.000	0.000	0.000	0.000	0.010	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.031	0.032	0.174	1.000	0.158	0.151	0.183	0.321	0.054
Payment_Behaviour_High_spent_Small_value_payments	0.000	0.062	0.013	0.000	0.000	0.000	0.000	0.022	0.016	0.000	0.000	0.016	0.019	0.000	0.035	0.083	0.007	0.000	0.000	0.000	0.009	0.000	0.011	0.000	0.000	0.000	0.004	0.000	0.004	0.000	0.004	0.000	0.007	0.000	0.005	0.000	0.009	0.007	0.008	0.006	0.007	0.006	0.013	0.005	0.139	0.158	1.000	0.121	0.146	0.256	0.023
Payment_Behaviour_Low_spent_Large_value_payments	0.000	0.038	0.008	0.000	0.009	0.000	0.000	0.011	0.000	0.011	0.000	0.029	0.007	0.008	0.000	0.089	0.003	0.000	0.000	0.000	0.000	0.000	0.000	0.007	0.006	0.000	0.000	0.000	0.000	0.005	0.004	0.000	0.000	0.000	0.000	0.007	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.133	0.151	0.121	1.000	0.139	0.244	0.000
Payment_Behaviour_Low_spent_Medium_value_payments	0.012	0.111	0.000	0.022	0.018	0.019	0.007	0.000	0.000	0.000	0.000	0.042	0.000	0.003	0.060	0.105	0.013	0.011	0.010	0.021	0.004	0.021	0.000	0.000	0.016	0.002	0.000	0.000	0.003	0.012	0.000	0.000	0.000	0.000	0.003	0.000	0.002	0.000	0.004	0.000	0.004	0.004	0.000	0.001	0.160	0.183	0.146	0.139	1.000	0.295	0.003
Payment_Behaviour_Low_spent_Small_value_payments	0.049	0.267	0.109	0.084	0.009	0.103	0.096	0.000	0.048	0.000	0.121	0.092	0.105	0.000	0.044	0.349	0.038	0.050	0.038	0.036	0.095	0.031	0.045	0.048	0.037	0.045	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.111	0.108	0.281	0.321	0.256	0.244	0.295	1.000	0.135
Credit_Score	0.253	0.312	0.563	0.550	0.021	0.545	0.584	0.001	0.288	0.000	0.648	0.097	0.562	0.013	0.105	0.325	0.207	0.207	0.210	0.199	0.533	0.212	0.198	0.217	0.197	0.213	0.004	0.000	0.004	0.000	0.000	0.005	0.008	0.000	0.000	0.011	0.019	0.016	0.000	0.000	0.024	0.003	0.594	0.585	0.110	0.054	0.023	0.000	0.003	0.135	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Age	Monthly_Inhand_Salary	Num_Bank_Accounts	Num_Credit_Card	Interest_Rate	Num_of_Loan	Delay_from_due_date	Num_of_Delayed_Payment	Changed_Credit_Limit	Num_Credit_Inquiries	Credit_Mix	Outstanding_Debt	Credit_Utilization_Ratio	Credit_History_Age	Total_EMI_per_month	Amount_invested_monthly	Monthly_Balance	Auto Loan	Credit-Builder Loan	Debt Consolidation Loan	Home Equity Loan	Mortgage Loan	Not Specified	Payday Loan	Personal Loan	Student Loan	Occupation_Accountant	Occupation_Developer	Occupation_Doctor	Occupation_Journalist	Occupation_Lawyer	Occupation_Manager	Occupation_Mechanic	Occupation_Media_Manager	Occupation_Musician	Occupation_Scientist	Payment_of_Min_Amount_NM	Payment_of_Min_Amount_No	Payment_of_Min_Amount_Yes	Payment_Behaviour_High_spent_Medium_value_payments	Payment_Behaviour_High_spent_Small_value_payments	Payment_Behaviour_Low_spent_Large_value_payments	Payment_Behaviour_Low_spent_Medium_value_payments	Payment_Behaviour_Low_spent_Small_value_payments	Credit_Score
0	18	2930.13	1.0	5.0	8	3	6.0	6.0	12.70	4.0	3	846.45	37.934665	266.0	50.768440	275.759795	246.484598	0	1	0	0	1	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	1	0	0
1	31	3080.56	6.0	6.0	24	6	21.0	19.0	22.45	13.0	3	2953.68	37.895848	115.0	133.355905	93.650442	348.813987	1	3	0	0	1	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	1	0	0	0
2	37	1910.70	1.0	4.0	12	4	6.0	14.0	3.08	4.0	3	479.83	36.491037	277.0	50.305036	172.477693	238.287438	1	0	0	0	0	0	0	2	1	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	1	0	0	1
3	33	5163.18	10.0	8.0	31	8	24.0	18.0	12.49	9.0	1	3947.24	21.744884	58.0	378.304673	166.487676	231.525401	0	1	0	0	2	1	3	0	1	0	0	1	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0
4	18	5998.10	4.0	6.0	32	2	24.0	14.0	10.00	14.0	2	2569.09	27.350833	114.0	91.354188	66.232154	692.223325	1	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0
5	25	3157.56	2.0	6.0	7	2	19.0	14.0	7.68	3.0	3	1233.24	38.323940	343.0	39.548996	155.936875	410.269879	0	0	0	0	0	0	1	0	1	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0
6	29	4546.21	7.0	7.0	8	5	16.0	19.0	15.34	4.0	2	2680.87	38.700305	81.0	767.947345	206.017263	317.267904	0	1	0	0	2	1	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1
7	42	3080.56	4.0	5.0	19	2	18.0	9.0	16.50	9.0	2	335.04	32.860511	241.0	27.578672	77.279445	369.910800	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	1	0
8	34	7702.34	5.0	6.0	5	1	13.0	11.0	0.53	3.0	3	118.80	37.561138	395.0	61.367912	616.888909	361.976929	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0	0	0
9	23	1747.66	6.0	10.0	29	6	27.0	20.0	3.87	10.0	1	2521.40	29.262379	116.0	54.721201	74.865187	335.179529	0	1	2	2	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	1	0

	Age	Monthly_Inhand_Salary	Num_Bank_Accounts	Num_Credit_Card	Interest_Rate	Num_of_Loan	Delay_from_due_date	Num_of_Delayed_Payment	Changed_Credit_Limit	Num_Credit_Inquiries	Credit_Mix	Outstanding_Debt	Credit_Utilization_Ratio	Credit_History_Age	Total_EMI_per_month	Amount_invested_monthly	Monthly_Balance	Auto Loan	Credit-Builder Loan	Debt Consolidation Loan	Home Equity Loan	Mortgage Loan	Not Specified	Payday Loan	Personal Loan	Student Loan	Occupation_Architect	Occupation_Doctor	Occupation_Entrepreneur	Occupation_Lawyer	Occupation_Manager	Occupation_Mechanic	Occupation_Media_Manager	Occupation_Musician	Occupation_Teacher	Payment_of_Min_Amount_NM	Payment_of_Min_Amount_No	Payment_of_Min_Amount_Yes	Payment_Behaviour_High_spent_Medium_value_payments	Payment_Behaviour_High_spent_Small_value_payments	Payment_Behaviour_Low_spent_Large_value_payments	Payment_Behaviour_Low_spent_Medium_value_payments	Payment_Behaviour_Low_spent_Small_value_payments	Credit_Score
23403	47	2488.92	3.0	6.0	2	4	12.0	10.0	3.06	2.0	3	220.33	31.023495	213.490926	60.322845	29.857576	408.711828	0	0	0	0	0	1	0	1	2	1	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0
23404	22	1231.36	7.0	8.0	29	3	38.0	19.0	8.88	6.0	1	2126.67	26.396729	192.000000	37.104879	102.261844	273.769527	1	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0
23405	27	1800.80	9.0	5.0	25	7	25.0	20.0	25.67	11.0	1	3838.00	33.404339	165.000000	63.368663	49.648561	327.062859	1	1	0	2	0	0	2	1	0	0	0	1	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0
23406	41	764.33	8.0	4.0	17	5	26.0	9.0	14.47	6.0	2	1225.06	29.029478	148.000000	27.717670	77.687855	261.027683	3	0	0	0	1	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	1	0
23407	14	1865.68	7.0	7.0	33	5	34.0	15.0	21.55	9.0	3	2850.96	22.700326	213.490926	65.797370	134.355560	258.870759	3	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	1	0
23408	38	4896.56	7.0	5.0	7	4	29.0	16.0	7.37	8.0	3	1419.99	27.141606	364.000000	131.871482	416.933866	230.850318	0	0	0	1	1	0	2	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	1	1
23409	37	1456.78	8.0	5.0	9	5	15.0	19.0	11.30	6.0	2	741.46	32.418000	66.000000	45.804440	142.100773	237.772370	0	1	0	1	1	1	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	1
23410	33	14836.74	0.0	5.0	4	3	30.0	0.0	-4.65	4.0	3	1104.31	31.508604	380.000000	446.259347	10000.000000	309.497362	0	0	0	1	1	0	0	0	1	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0	0
23411	32	468.77	8.0	6.0	29	6	62.0	17.0	19.34	7.0	1	2924.76	33.575214	123.000000	19.727923	20.269324	286.879752	1	0	0	1	1	0	1	2	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0
23412	41	1710.80	6.0	10.0	19	5	54.0	20.0	28.05	12.0	3	4323.55	30.045846	60.000000	43.676463	197.502352	219.901601	2	1	2	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	1	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII